{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Noise filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sdm as sdmlib\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image, ImageDraw, ImageFont\n",
    "import urllib, cStringIO\n",
    "import random\n",
    "from IPython.core.display import display, Image as IPythonImage\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "width = 30\n",
    "height = 30\n",
    "noise_flip = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gen_img(letter='A'):\n",
    "    img = Image.new('RGBA', (30, 30), (255, 255, 255))\n",
    "    font = ImageFont.truetype('Arial.ttf', 30)\n",
    "    draw = ImageDraw.Draw(img)\n",
    "    draw.text((5, 0), letter, (0, 0, 0), font=font)\n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gen_noise_add(img, p=0.15, flip=False):\n",
    "    img2 = img.copy()\n",
    "    draw = ImageDraw.Draw(img2)\n",
    "    for py in xrange(height):\n",
    "        for px in xrange(width):\n",
    "            if random.random() < p:\n",
    "                if flip:\n",
    "                    pixel = img.getpixel((px, py))\n",
    "                    value = sum([int(x/255+0.5) for x in pixel[:3]])//3\n",
    "                    assert value == 0 or value == 1\n",
    "                    value = (1 - value)*255\n",
    "                    draw.point((px, py), fill=(value, value, value))\n",
    "                else:\n",
    "                    draw.point((px, py), fill=(0, 0, 0))\n",
    "    return img2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11321ac90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = gen_img();\n",
    "img2 = gen_noise_add(img, p=0.05, flip=noise_flip)\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.imshow(img)\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.imshow(img2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_bitstring(img):\n",
    "    v = []\n",
    "    bs = sdmlib.Bitstring.init_ones(1000)\n",
    "    for py in xrange(height):\n",
    "        for px in xrange(width):\n",
    "            pixel = img.getpixel((px, py))\n",
    "            value = sum([int(x/255+0.5) for x in pixel[:3]])//3\n",
    "            assert value == 0 or value == 1\n",
    "            idx = px+width*py\n",
    "            assert idx >= 0 and idx < 1000, 'Ops {} {} {}'.format(x, y, idx)\n",
    "            bs.set_bit(idx, value)\n",
    "            v.append(value)\n",
    "    v2 = [bs.get_bit(i) for i in xrange(height*width)]\n",
    "    assert v == v2\n",
    "    return bs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_img(bs):\n",
    "    img = Image.new('RGBA', (30, 30), (255, 255, 255))\n",
    "    draw = ImageDraw.Draw(img)\n",
    "    for py in xrange(height):\n",
    "        for px in xrange(width):\n",
    "            idx = px+width*py\n",
    "            assert idx >= 0 and idx < 1000, 'Ops {} {} {}'.format(x, y, idx)\n",
    "            x = 255*bs.get_bit(idx)\n",
    "            draw.point((px, py), fill=(x, x, x))\n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "bits = 1000\n",
    "sample = 1000000\n",
    "scanner_type = sdmlib.SDM_SCANNER_OPENCL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "address_space = sdmlib.AddressSpace.init_from_b64_file('sdm-letters.as')\n",
    "counter = sdmlib.Counter.create_file('sdm-letters-p10', bits, sample)\n",
    "sdm = sdmlib.SDM(address_space, counter, 451, scanner_type)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fill_memory(letter, p=0.01, n=100):\n",
    "    cols = 15\n",
    "    rows = n//cols + 1\n",
    "    plt.figure(figsize=(20,10))\n",
    "    for i in xrange(n):\n",
    "        img = gen_img(letter=letter);\n",
    "        img2 = gen_noise_add(img, p=p, flip=noise_flip)\n",
    "        #display(img2)\n",
    "        plt.subplot(rows, cols, i+1)\n",
    "        plt.imshow(img2)\n",
    "        bs = to_bitstring(img2)\n",
    "        sdm.write(bs, bs)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read(letter, n=6, p=0.1):\n",
    "    n = 20\n",
    "    cols = 7\n",
    "    rows = n//cols + 1\n",
    "    plt.figure(figsize=(20,10))\n",
    "\n",
    "    img = gen_img(letter=letter);\n",
    "    img2 = gen_noise_add(img, p=p, flip=noise_flip)\n",
    "    plt.subplot(rows, cols, 1)\n",
    "    plt.imshow(img2)\n",
    "\n",
    "    for i in xrange(n):\n",
    "        bs2 = to_bitstring(img2)\n",
    "        bs3 = sdm.read(bs2)\n",
    "        if bs3 == bs2:\n",
    "            break\n",
    "        img3 = to_img(bs3)\n",
    "        plt.subplot(rows, cols, i+2)\n",
    "        plt.imshow(img3)\n",
    "        img2 = img3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1132d2e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fill_memory('A')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3x9oTqKpuSfKWJF9MctMY49LiR9/N5be3HXWbe6pqr6r29vf3T7FU+Akt0oke6UKLdKFFOtEjXWiRDlYeAlXVa5I8mOSDY4zvX/mzcfmDb0d++G2McXGMsTPG2Llw4cKpFguJFulFj3ShRbrQIp3okS60SBdLN4ZOkqp6dS4H+8kxxqcXh5+rqpvHGJeq6uYkz5/VIte1udLu7u7S6xy1udMTTzxx4PLP//zPr2U969w06l/8i39x4PIqm3b97u/+7qFjH/rQhw4d67S51bZb7KbTY/OKOW0Yp8eD9Lg9WjxIi9ujxYO0uF16PEiP26PFg7S4XUvfCVSXz8bHkzwxxvjoFT96KMldi+/vSvLZ9S8PfkKLdKJHutAiXWiRTvRIF1qkm1XeCfSLSX49yZ9X1VcWxz6S5HeS/PuqujvJXyR579ksEX5Mi3SiR7rQIl1okU70SBdapJWlQ6Axxp8ludZ7o96x3uXAtWmRTvRIF1qkCy3SiR7pQot0s9KeQFP0gx/84NCxP/qjP1p6u7/1t/7WoWPr2gPoLP2rf/WvDlz+1//6Xy+9zcc+9rFDxzb5+cy5fO5ynf+dHT8/y7TokS60SBdapBM90oUWz69j/Yl4AAAAAKbJEAgAAABgBgyBAAAAAGbAEAgAAABgBs7txtAPPvjgoWMvvvji0tu9973n4y/z3X777YeOPfbYYwcuf+Mb3zh0nS984QuHjr3tbW9by5qu3lzs6g3CdnZ21nI/bNfVj+tJN5U76nY2leO49EgXWqQLLdKJHuliTi16JxAAAADADBgCAQAAAMyAIRAAAADADBgCAQAAAMzAud0Yend390S3O2pj6GUbGnf0a7/2a4eOXb0x9FH/Hf/oH/2jQ8fWtTH0FM4bAAAAnFfeCQQAAAAwA4ZAAAAAADOwdAhUVW+sqs9X1der6mtV9YHF8d+uqmer6iuLr3ef/XKZMy3SiR7pQot0oUU60SNdaJFuVtkT6KUk944xvlxVP53ksap6ePGz3x9j/O7ZLW913/72tw9c/sIXvrDS7W677bYDl//G3/gbh65zVnvZXL3X0Drv633ve9+hYx/60IeW3v9f+kt/aS33f5Q17K00iRaPOq8nYQ+lw5rtz6XHmWvUoxZnTovHo8Wz06jFRI+z16hHLc5coxaTrDAEGmNcSnJp8f2LVfVEkjec9cLgalqkEz3ShRbpQot0oke60CLdHGtPoKq6Jclbknxxcej9VfXVqrq/ql675rXBNWmRTvRIF1qkCy3SiR7pQot0sPIQqKpek+TBJB8cY3w/yR8keVOS23J5svl717jdPVW1V1V7+/v7a1gyc6dFOtEjXWiRLrRIJ3qkCy3SxUpDoKp6dS4H+8kxxqeTZIzx3BjjR2OMl5N8LMlbj7rtGOPiGGNnjLFz4cKFda2bmdIineiRLrRIF1qkEz3ShRbpZOmeQHV5F6OPJ3lijPHRK47fvPh8Y5L8SpLH17Ggk26W/MADDxy4/PLLL690f+9973tXW9gZWHVDqJNsJPX617/+0LF3vOMdBy7/yZ/8yaHr/M//+T8PHfvoRz964PK999576DqrrOm0G2BtukXW46jHfV0bz22THqfpPPaoxWnSIl2cxxYTPU7VeexRi9N0Hlt8xSp/HewXk/x6kj+vqq8sjn0kyZ1VdVuSkeTpJL9xJiuEn9AineiRLrRIF1qkEz3ShRZpZZW/DvZnSY4aeX1u/cuBa9MineiRLrRIF1qkEz3ShRbp5lh/HQwAAACAaVrl42AbddJ9Yz7xiU+c6Hbr2hPoJPv2rGpdv+tXf/VXD1w+ak+goz7n+PM///Nnsh4AAABgc7wTCAAAAGAGDIEAAAAAZsAQCAAAAGAGDIEAAAAAZmCjG0M/9thjZ7aB8pNPPnng8lEbHB/lTW9609LbrbLGKWyW/I//8T++7uVVnfQczYVzsZxztDnO9XLO0WY4z8s5R5vhPC/nHG2Oc72cc7QZzvNy5+UceScQAAAAwAwYAgEAAADMgCEQAAAAwAxsdAh0++23Z4xx4GtdqurA11Guvu8xxqHbHXWdZfe16v5DJ/nvWOfvXpdVzhEAAADQi3cCAQAAAMyAIRAAAADADBgCAQAAAMyAIRAAAADADNQmN/Wtqv0kf5HkxiQvbOyO12eK657Smv/6GOPCJu7oihaTaZ2jV1jz2dpYi8nknxunuOZkWuvexnPjlM7Plaa47imtWYurm+K6p7Rmr9Orm+Kak2mt23Pjaqa45mRa616pxY0OgX58p1V7Y4ydjd/xKU1x3VNc86ZN8RxZ8/k0xXM0xTUn0133pkz1/Exx3VNc8yZN9fxMcd1TXPOmTfEcTXHNyXTXvSlTPD9TXHMy3XVfj4+DAQAAAMyAIRAAAADADGxrCHRxS/d7WlNc9xTXvGlTPEfWfD5N8RxNcc3JdNe9KVM9P1Nc9xTXvElTPT9TXPcU17xpUzxHU1xzMt11b8oUz88U15xMd93XtJU9gQAAAADYLB8HAwAAAJgBQyAAAACAGdj4EKiq3lVV36iqp6rqvk3f/yqq6v6qer6qHr/i2Ouq6uGqenLx72u3ucarVdUbq+rzVfX1qvpaVX1gcbz1urdpCi0mepwDLZ4dLR7fFHrU4jxMocVEj3OgxbOjxeObQo9a7G2jQ6CqelWSf5vkl5PcmuTOqrp1k2tY0W6Sd1117L4kj4wx3pzkkcXlTl5Kcu8Y49Ykv5DkNxfntvu6t2JCLSZ6PNe0eOa0eAwT6nE3WjzXJtRiosdzTYtnTovHMKEed6PFtjb9TqC3JnlqjPGtMcYPk/xhkjs2vIalxhiPJvneVYfvSPLA4vsHkrxno4taYoxxaYzx5cX3LyZ5Iskb0nzdWzSJFhM9zoAWz5AWj20SPWpxFibRYqLHGdDiGdLisU2iRy32tukh0BuSfOeKy88sjk3BTWOMS4vvv5vkpm0u5nqq6pYkb0nyxUxo3Rs25RaTCT2uelxKixuixZVMucfJPKZaXMmUW0wm9LjqcSktbogWVzLlHifzmJ73Fm0MfQJjjJFkbHsdR6mq1yR5MMkHxxjfv/JnndfNyXV+XPU4L50fUy3OS+fHVIvz0/lx1eO8dH5MtTgvnR/TObS46SHQs0neeMXln1kcm4LnqurmJFn8+/yW13NIVb06l4P95Bjj04vD7de9JVNuMZnA46rHlWnxjGnxWKbcY/vHVIvHMuUWkwk8rnpcmRbPmBaPZco9tn9M59LipodAX0ry5qr62ar6qSTvS/LQhtdwUg8luWvx/V1JPrvFtRxSVZXk40meGGN89IoftV73Fk25xaT546rHY9HiGdLisU25x9aPqRaPbcotJs0fVz0eixbPkBaPbco9tn5MZ9XiGGOjX0neneSbSf5Hkn++6ftfcY2fSnIpyf/K5c9Z3p3kr+TybuBPJvkvSV637XVeteZfyuW3pn01yVcWX+/uvu4tn7P2LS7Wqcdz/qXFM12zFo9/ztr3qMV5fE2hxcU69XjOv7R4pmvW4vHPWfsetdj7qxb/wQAAAACcYzaGBgAAAJgBQyAAAACAGTAEAgAAAJgBQyAAAACAGTAEAgAAAJgBQyAAAACAGTAEAgAAAJgBQyAAAACAGTAEAgAAAJgBQyAAAACAGTAEAgAAAJgBQyAAAACAGTAEAgAAAJgBQyAAAACAGTAEAgAAAJgBQyAAAACAGTAEAgAAAJgBQyAAAACAGTAEAgAAAJgBQyAAAACAGTAEAgAAAJgBQyAAAACAGTAEAgAAAJgBQyAAAACAGTAEAgAAAJgBQyAAAACAGTAEAgAAAJgBQyAAAACAGTAEAgAAAJgBQyAAAACAGTAEAgAAAJgBQyAAAACAGTAEAgAAAJgBQyAAAACAGTAEAgAAAJgBQyAAAACAGTAEAgAAAJgBQyAAAACAGTjVEKiq3lVV36iqp6rqvnUtCk5Cj3ShRbrQIp3okS60SBdaZBtqjHGyG1a9Ksk3k7wzyTNJvpTkzjHG1691mxtvvHHccsstJ7o/zr+nn346L7zwQp3ktsftUYtczyZbTPTI9Z20Ry2ybl6n6cLrNJ14naaLVVu84RT38dYkT40xvpUkVfWHSe5Ics1ob7nlluzt7Z3iLjnPdnZ2TnPzY/WoRa5nky0meuT6TtGjFlkrr9N04XWaTrxO08WqLZ7m42BvSPKdKy4/szh2QFXdU1V7VbW3v79/iruD61raoxbZEM+NdKFFOvE6TReeG+lCi2zFmW8MPca4OMbYGWPsXLhw4azvDq5Ji3SiR7rQIl1okU70SBdaZN1OMwR6Nskbr7j8M4tjsA16pAst0oUW6USPdKFFutAiW3GaIdCXkry5qn62qn4qyfuSPLSeZcGx6ZEutEgXWqQTPdKFFulCi2zFiTeGHmO8VFXvT/Kfk7wqyf1jjK+tbWVwDHqkCy3ShRbpRI90oUW60CLbcpq/DpYxxueSfG5Na4FT0SNdaJEutEgneqQLLdKFFtmGM98YGgAAAIDtMwQCAAAAmAFDIAAAAIAZMAQCAAAAmAFDIAAAAIAZMAQCAAAAmAFDIAAAAIAZMAQCAAAAmAFDIAAAAIAZMAQCAAAAmAFDIAAAAIAZMAQCAAAAmAFDIAAAAIAZMAQCAAAAmIEbTnPjqno6yYtJfpTkpTHGzjoWBSehR7rQIl1okU70SBdapAstsg2nGgItvH2M8cIafg+sgx7pQot0oUU60SNdaJEutMhG+TgYAAAAwAycdgg0kvxJVT1WVfccdYWquqeq9qpqb39//5R3B9d13R61yAZ5bqQLLdKJ12m68NxIF1pk4077cbBfGmM8W1V/NcnDVfXfxxiPXnmFMcbFJBeTZGdnZ5zy/tqqqjP73WOc29O2btftUYunp8WVeW5c0OPWaXFBiy14nY4Wm/DcuKDHrdPighY351TvBBpjPLv49/kkn0ny1nUsCk5Cj3ShRbrQIp3okS60SBdaZBtOPASqqr9cVT/9yvdJ/kGSx9e1MDgOPdKFFulCi3SiR7rQIl1okW05zcfBbkrymcXbtm5I8u/GGH+8llXB8emRLrRIF1qkEz3ShRbpQotsxYmHQGOMbyX522tcC5yYHulCi3ShRTrRI11okS60yLacdmNoNuDqTbJsbMW2aJFO9EgXWqQLLdKJHulCiwed9k/EAwAAADABhkAAAAAAM2AIBAAAADADhkAAAAAAM2AIBAAAADADhkAAAAAAM2AIBAAAADADhkAAAAAAM3DDthcwRVW17SVAEi3Six7pQot0oUU60SNdaHG7vBMIAAAAYAYMgQAAAABmwBAIAAAAYAaWDoGq6v6qer6qHr/i2Ouq6uGqenLx72vPdplwmR7pQot0oUU60SNdaJEutEg3q7wTaDfJu646dl+SR8YYb07yyOIyG1JVh75mZDd6bEOLWuxkxj3uRoutzLjFRI+taFGLncy4x91osZUZt5hkhSHQGOPRJN+76vAdSR5YfP9AkveseV1wJD3ShRbpQot0oke60CJdaJFuTron0E1jjEuL77+b5KZrXbGq7qmqvara29/fP+HdwXWt1KMW2QDPjXShRTrxOk0XnhvpQotszak3hh5jjCTjOj+/OMbYGWPsXLhw4bR3B9d1vR61yCZ5bqQLLdKJ12m68NxIF1pk0046BHquqm5OksW/z69vSXBseqQLLdKFFulEj3ShRbrQIltz0iHQQ0nuWnx/V5LPrmc5cCJ6pAst0oUW6USPdKFFutAiW7PKn4j/VJL/muRvVtUzVXV3kt9J8s6qejLJ319chjOnR7rQIl1okU70SBdapAst0s0Ny64wxrjzGj96x5rXAkvpkS60SBdapBM90oUW6UKLdHPqjaEBAAAA6G/pO4FIqmotv+fyxu/r/71H/a6r74vzQYt0oke60CJdaJFO9EgXWuzFO4EAAAAAZsAQCAAAAGAGDIEAAAAAZsCeQFt01OcM1/m5RliVFulEj3ShRbrQIp3okS60eDLeCQQAAAAwA4ZAAAAAADNgCAQAAAAwA4ZAAAAAADNgY+irrGsjqaM2qYLj0CKd6JEutEgXWqQTPdKFFvvzTiAAAACAGTAEAgAAAJgBQyAAAACAGVg6BKqq+6vq+ap6/Ipjv11Vz1anbTObAAAe4klEQVTVVxZf7z7bZc7HGOPQ10lU1aGv80CPm6PF69PiZunx2rS4WVq8Pj1ujhavT4ubpcdr0+JmaXG5Vd4JtJvkXUcc//0xxm2Lr8+td1lwTbvRIz3sRov0sBst0sdu9EgPu9EiPexGizSydAg0xng0yfc2sBZYSo90oUW60CKd6JEutEgXWqSb0+wJ9P6q+uri7W2vvdaVquqeqtqrqr39/f1T3B1c19IetciGeG6kCy3SiddpuvDcSBdaZCtOOgT6gyRvSnJbkktJfu9aVxxjXBxj7Iwxdi5cuHDCu4PrWqlHLbIBnhvpQot04nWaLjw30oUW2ZoTDYHGGM+NMX40xng5yceSvHW9y4LV6ZEutEgXWqQTPdKFFulCi2zTiYZAVXXzFRd/Jcnj17ounDU90oUW6UKLdKJHutAiXWiRbbph2RWq6lNJ3pbkxqp6Jsm/TPK2qrotyUjydJLfOMM1wo/pkS60SBdapBM90oUW6UKLdLN0CDTGuPOIwx8/g7XAUnqkCy3ShRbpRI90oUW60CLdnOavgwEAAAAwEUvfCXTeVdVafs8YYy2/Z5Xfva4104sW6USPdKFFutAineiRLrQ4Pd4JBAAAADADhkAAAAAAM2AIBAAAADADs98TaF2m8LnCq9d4lp+7ZHu0SCd6pAst0oUW6USPdKHFzfFOIAAAAIAZMAQCAAAAmAFDIAAAAIAZMAQCAAAAmAFDIAAAAIAZMAQCAAAAmAFDIAAAAIAZMAQCAAAAmIGlQ6CqemNVfb6qvl5VX6uqDyyOv66qHq6qJxf/vvbsl3s6VXXoa86mdj60eH5N8Xzo8fya2vnQ4vk1tfOhxfNriudDj+fX1M6HFs+vqZ6PVd4J9FKSe8cYtyb5hSS/WVW3JrkvySNjjDcneWRxGc6SFulEj3ShRbrQIp3okS60SCtLh0BjjEtjjC8vvn8xyRNJ3pDkjiQPLK72QJL3nNUiIdEiveiRLrRIF1qkEz3ShRbp5lh7AlXVLUnekuSLSW4aY1xa/Oi7SW66xm3uqaq9qtrb398/xVLhJ7RIJ3qkCy3ShRbpRI90oUU6WHkIVFWvSfJgkg+OMb5/5c/GGCPJOOp2Y4yLY4ydMcbOhQsXTrVYSLRIL3qkCy3ShRbpRI90oUW6uGGVK1XVq3M52E+OMT69OPxcVd08xrhUVTcnef6sFtnN5f9He5nKJlSnpcWDtLhdejxIj9ujxYO0uD1aPEiL26XHg/S4PVo8SIvbtcpfB6skH0/yxBjjo1f86KEkdy2+vyvJZ9e/PPgJLdKJHulCi3ShRTrRI11okW5WeSfQLyb59SR/XlVfWRz7SJLfSfLvq+ruJH+R5L1ns0T4MS3SiR7pQot0oUU60SNdaJFWlg6Bxhh/luRa7416x3qXA9emRTrRI11okS60SCd6pAst0s1KewJN0To/09fxM4tMhxbpRI90oUW60CKd6JEutHh+HetPxAMAAAAwTYZAAAAAADNgCAQAAAAwA4ZAAAAAADNwbjeGnpurN9s66UZeR93ORl4chxbpRI90oUW60CKd6JEu5tSidwIBAAAAzIAhEAAAAMAMGAIBAAAAzIAhEAAAAMAMGAIBAAAAzIAhEAAAAMAMGAIBAAAAzMDSIVBVvbGqPl9VX6+qr1XVBxbHf7uqnq2qryy+3n32y2XOtEgneqQLLdKFFulEj3ShRbq5YYXrvJTk3jHGl6vqp5M8VlUPL372+2OM3z275a2uqtbye8YYa/k958nV53aL50iLM9eoxUSPs9eoRy3OnBaPR4tnp1GLiR5nr1GPWpy5Ri0mWWEINMa4lOTS4vsXq+qJJG8464XB1bRIJ3qkCy3ShRbpRI90oUW6OdaeQFV1S5K3JPni4tD7q+qrVXV/Vb12zWuDa9IineiRLrRIF1qkEz3ShRbpYOUhUFW9JsmDST44xvh+kj9I8qYkt+XyZPP3rnG7e6pqr6r29vf317Bk5k6LdKJHutAiXWiRTvRIF1qki5WGQFX16lwO9pNjjE8nyRjjuTHGj8YYLyf5WJK3HnXbMcbFMcbOGGPnwoUL61o3M6VFOtEjXWiRLrRIJ3qkCy3SySp/HaySfDzJE2OMj15x/OYrrvYrSR5f//I4qTHGoa+p0+I0nccWEz1O1XnsUYvTpEW6OI8tJnqcqvPYoxan6Ty2+IpV/jrYLyb59SR/XlVfWRz7SJI7q+q2JCPJ00l+40xWCD+hRTrRI11okS60SCd6pAst0soqfx3sz5Ic9ffiPrf+5cC1aZFO9EgXWqQLLdKJHulCi3RzrL8OBgAAAMA0GQIBAAAAzIAhEAAAAMAMGAIBAAAAzIAhEAAAAMAMGAIBAAAAzMDSPxE/FWOMbS+hPedoM5zn5ZyjzXGul3OONsN5Xs452gzneTnnaHOc6+Wco81wnpc7L+fIO4EAAAAAZsAQCAAAAGAGDIEAAAAAZsAQCAAAAGAGDIEAAAAAZsAQCAAAAGAGDIEAAAAAZsAQCAAAAGAGaoyxuTur2k/yF0luTPLCxu54faa47imt+a+PMS5s4o6uaDGZ1jl6hTWfrY21mEz+uXGKa06mte5tPDdO6fxcaYrrntKatbi6Ka57Smv2Or26Ka45mda6PTeuZoprTqa17pVa3OgQ6Md3WrU3xtjZ+B2f0hTXPcU1b9oUz5E1n09TPEdTXHMy3XVvylTPzxTXPcU1b9JUz88U1z3FNW/aFM/RFNecTHfdmzLF8zPFNSfTXff1+DgYAAAAwAwYAgEAAADMwLaGQBe3dL+nNcV1T3HNmzbFc2TN59MUz9EU15xMd92bMtXzM8V1T3HNmzTV8zPFdU9xzZs2xXM0xTUn0133pkzx/Exxzcl0131NW9kTCAAAAIDN8nEwAAAAgBkwBAIAAACYgY0PgarqXVX1jap6qqru2/T9r6Kq7q+q56vq8SuOva6qHq6qJxf/vnaba7xaVb2xqj5fVV+vqq9V1QcWx1uve5um0GKixznQ4tnR4vFNoUctzsMUWkz0OAdaPDtaPL4p9KjF3jY6BKqqVyX5t0l+OcmtSe6sqls3uYYV7SZ511XH7kvyyBjjzUkeWVzu5KUk944xbk3yC0l+c3Fuu697KybUYqLHc02LZ06LxzChHnejxXNtQi0mejzXtHjmtHgME+pxN1psa9PvBHprkqfGGN8aY/wwyR8muWPDa1hqjPFoku9ddfiOJA8svn8gyXs2uqglxhiXxhhfXnz/YpInkrwhzde9RZNoMdHjDGjxDGnx2CbRoxZnYRItJnqcAS2eIS0e2yR61GJvmx4CvSHJd664/Mzi2BTcNMa4tPj+u0lu2uZirqeqbknyliRfzITWvWFTbjGZ0OOqx6W0uCFaXMmUe5zMY6rFlUy5xWRCj6sel9LihmhxJVPucTKP6Xlv0cbQJzDGGEnGttdxlKp6TZIHk3xwjPH9K3/Wed2cXOfHVY/z0vkx1eK8dH5MtTg/nR9XPc5L58dUi/PS+TGdQ4ubHgI9m+SNV1z+mcWxKXiuqm5OksW/z295PYdU1atzOdhPjjE+vTjcft1bMuUWkwk8rnpcmRbPmBaPZco9tn9MtXgsU24xmcDjqseVafGMafFYptxj+8d0Li1uegj0pSRvrqqfraqfSvK+JA9teA0n9VCSuxbf35Xks1tcyyFVVUk+nuSJMcZHr/hR63Vv0ZRbTJo/rno8Fi2eIS0e25R7bP2YavHYptxi0vxx1eOxaPEMafHYptxj68d0Vi2OMTb6leTdSb6Z5H8k+eebvv8V1/ipJJeS/K9c/pzl3Un+Si7vBv5kkv+S5HXbXudVa/6lXH5r2leTfGXx9e7u697yOWvf4mKdejznX1o80zVr8fjnrH2PWpzH1xRaXKxTj+f8S4tnumYtHv+cte9Ri72/avEfDAAAAMA5ZmNoAAAAgBkwBAIAAACYAUMgAAAAgBkwBAIAAACYAUMgAAAAgBkwBAIAAACYAUMgAAAAgBkwBAIAAACYAUMgAAAAgBkwBAIAAACYAUMgAAAAgBkwBAIAAACYAUMgAAAAgBkwBAIAAACYAUMgAAAAgBkwBAIAAACYAUMgAAAAgBkwBAIAAACYAUMgAAAAgBkwBAIAAACYAUMgAAAAgBkwBAIAAACYAUMgAAAAgBkwBAIAAACYAUMgAAAAgBkwBAIAAACYAUMgAAAAgBkwBAIAAACYAUMgAAAAgBkwBAIAAACYAUMgAAAAgBkwBAIAAACYAUMgAAAAgBkwBAIAAACYAUMgAAAAgBkwBAIAAACYAUMgAAAAgBkwBAIAAACYgVMNgarqXVX1jap6qqruW9ei4CT0SBdapAst0oke6UKLdKFFtqHGGCe7YdWrknwzyTuTPJPkS0nuHGN8/Vq3ufHGG8ctt9xyovvj/Hv66afzwgsv1Elue9wetcj1bLLFRI9c30l71CLr5nWaLrxO04nXabpYtcUbTnEfb03y1BjjW0lSVX+Y5I4k14z2lltuyd7e3inukvNsZ2fnNDc/Vo9a5Ho22WKiR67vFD1qkbXyOk0XXqfpxOs0Xaza4mk+DvaGJN+54vIzi2MHVNU9VbVXVXv7+/unuDu4rqU9apEN8dxIF1qkE6/TdOG5kS60yFac+cbQY4yLY4ydMcbOhQsXzvru4Jq0SCd6pAst0oUW6USPdKFF1u00Q6Bnk7zxiss/szgG26BHutAiXWiRTvRIF1qkCy2yFacZAn0pyZur6mer6qeSvC/JQ+tZFhybHulCi3ShRTrRI11okS60yFaceGPoMcZLVfX+JP85yauS3D/G+NraVgbHoEe60CJdaJFO9EgXWqQLLbItp/nrYBljfC7J59a0FjgVPdKFFulCi3SiR7rQIl1okW04842hAQAAANg+QyAAAACAGTAEAgAAAJgBQyAAAACAGTAEAgAAAJgBQyAAAACAGTAEAgAAAJgBQyAAAACAGTAEAgAAAJgBQyAAAACAGTAEAgAAAJgBQyAAAACAGTAEAgAAAJiBG05z46p6OsmLSX6U5KUxxs46FgUnoUe60CJdaJFO9EgXWqQLLbINpxoCLbx9jPHCGn4PrIMe6UKLdKFFOtEjXWiRLrTIRvk4GAAAAMAMnHYINJL8SVU9VlX3rGNBcAp6pAst0oUW6USPdKFFutAiG3faj4P90hjj2ar6q0kerqr/PsZ49MorLGK+J0n+2l/7a6e8O7iu6/aoRTbIcyNdaJFOvE7ThedGutAiG3eqdwKNMZ5d/Pt8ks8keesR17k4xtgZY+xcuHDhNHfXWlWd2RerWdajFrW4KZ4bf0KP26XFn9Di9nmdvkyL2+e58Sf0uF1a/Aktbs6Jh0BV9Zer6qdf+T7JP0jy+LoWBsehR7rQIl1okU70SBdapAstsi2n+TjYTUk+s5is3ZDk340x/ngtq4Lj0yNdaJEutEgneqQLLdKFFtmKEw+BxhjfSvK317gWODE90oUW6UKLdKJHutAiXWiRbfEn4gEAAABm4LR/HYwNuHozqzHGllbC3GmRTvRIF1qkCy3SiR7pQosHeScQAAAAwAwYAgEAAADMgCEQAAAAwAwYAgEAAADMgCEQAAAAwAwYAgEAAADMgCEQAAAAwAwYAgEAAADMwA3bXsAUVdW2lwBJtEgveqQLLdKFFulEj3Shxe3yTiAAAACAGTAEAgAAAJgBQyAAAACAGVg6BKqq+6vq+ap6/Ipjr6uqh6vqycW/rz3bZcJleqQLLdKFFulEj3ShRbrQIt2s8k6g3STvuurYfUkeGWO8Ockji8tsSFUd+pqR3eixDS1qsZMZ97gbLbYy4xYTPbaiRS12MuMed6PFVmbcYpIVhkBjjEeTfO+qw3ckeWDx/QNJ3rPmdcGR9EgXWqQLLdKJHulCi3ShRbo56Z5AN40xLi2+/26Sm651xaq6p6r2qmpvf3//hHcH17VSj1pkAzw30oUW6cTrNF14bqQLLbI1p94Yeowxkozr/PziGGNnjLFz4cKF094dXNf1etQim+S5kS60SCdep+nCcyNdaJFNO+kQ6LmqujlJFv8+v74lwbHpkS60SBdapBM90oUW6UKLbM1Jh0APJblr8f1dST67nuXAieiRLrRIF1qkEz3ShRbpQotszSp/Iv5TSf5rkr9ZVc9U1d1JfifJO6vqySR/f3EZzpwe6UKLdKFFOtEjXWiRLrRINzcsu8IY485r/Ogda14LLKVHutAiXWiRTvRIF1qkCy3Szak3hgYAAACgv6XvBCKpqrX8nssbv6//9x71u66+L84HLdKJHulCi3ShRTrRI11osRfvBAIAAACYAUMgAAAAgBkwBAIAAACYAXsCbdFRnzNc5+caYVVapBM90oUW6UKLdKJHutDiyXgnEAAAAMAMGAIBAAAAzIAhEAAAAMAMGAIBAAAAzICNoa+yro2kjtqkCo5Di3SiR7rQIl1okU70SBda7M87gQAAAABmwBAIAAAAYAYMgQAAAABmYOkQqKrur6rnq+rxK479dlU9W1VfWXy9+2yXOR9jjENfJ1FVh77OAz1ujhavT4ubpcdr0+JmafH69Lg5Wrw+LW6WHq9Ni5ulxeVWeSfQbpJ3HXH898cYty2+PrfeZcE17UaP9LAbLdLDbrRIH7vRIz3sRov0sBst0sjSIdAY49Ek39vAWmApPdKFFulCi3SiR7rQIl1okW5OsyfQ+6vqq4u3t732Wleqqnuqaq+q9vb3909xd3BdS3vUIhviuZEutEgnXqfpwnMjXWiRrTjpEOgPkrwpyW1JLiX5vWtdcYxxcYyxM8bYuXDhwgnvDq5rpR61yAZ4bqQLLdKJ12m68NxIF1pka040BBpjPDfG+NEY4+UkH0vy1vUuC1anR7rQIl1okU70SBdapAstsk0nGgJV1c1XXPyVJI9f67pw1vRIF1qkCy3SiR7pQot0oUW26YZlV6iqTyV5W5Ibq+qZJP8yyduq6rYkI8nTSX7jDNcIP6ZHutAiXWiRTvRIF1qkCy3SzdIh0BjjziMOf/wM1gJL6ZEutEgXWqQTPdKFFulCi3Rzmr8OBgAAAMBELH0n0HlXVWv5PWOMtfyeVX73utZML1qkEz3ShRbpQot0oke60OL0eCcQAAAAwAwYAgEAAADMgCEQAAAAwAzMfk+gdZnC5wqvXuNZfu6S7dEineiRLrRIF1qkEz3ShRY3xzuBAAAAAGbAEAgAAABgBgyBAAAAAGbAEAgAAABgBgyBAAAAAGbAEAgAAABgBgyBAAAAAGZg6RCoqt5YVZ+vqq9X1deq6gOL46+rqoer6snFv689++UyZ1qkEz3ShRbpQot0oke60CLdrPJOoJeS3DvGuDXJLyT5zaq6Ncl9SR4ZY7w5ySOLy61V1aGvOZvg+dDiOTXR86HHc2qC50OL59QEz4cWz6mJng89nlMTPB9aPKemej6WDoHGGJfGGF9efP9ikieSvCHJHUkeWFztgSTvOatFQqJFetEjXWiRLrRIJ3qkCy3SzbH2BKqqW5K8JckXk9w0xri0+NF3k9y01pXBdWiRTvRIF1qkCy3SiR7pQot0sPIQqKpek+TBJB8cY3z/yp+NMUaScY3b3VNVe1W1t7+/f6rFQqJFetEjXWiRLrRIJ3qkCy3SxUpDoKp6dS4H+8kxxqcXh5+rqpsXP785yfNH3XaMcXGMsTPG2Llw4cI61syMaZFO9EgXWqQLLdKJHulCi3Syyl8HqyQfT/LEGOOjV/zooSR3Lb6/K8ln17+8nsYY7b7mQIuHbbu7ubaY6PEo225vrj1q8bBtd6dFLb5i293NtcVEj0fZdntz7VGLh227u7m2+IobVrjOLyb59SR/XlVfWRz7SJLfSfLvq+ruJH+R5L1ns0T4MS3SiR7pQot0oUU60SNdaJFWlg6Bxhh/luRaf+vsHetdDlybFulEj3ShRbrQIp3okS60SDfH+utgAAAAAEzTKh8Hm6TLH71cj7l9RpD10iKd6JEutEgXWqQTPdKFFs8v7wQCAAAAmAFDIAAAAIAZMAQCAAAAmAFDIAAAAIAZOLcbQ8/N1ZttnXQjr6NuZyMvjkOLdKJHutAiXWiRTvRIF3Nq0TuBAAAAAGbAEAgAAABgBgyBAAAAAGbAEAgAAABgBgyBAAAAAGbAEAgAAABgBgyBAAAAAGZg6RCoqt5YVZ+vqq9X1deq6gOL479dVc9W1VcWX+8+++UyZ1qkEz3ShRbpQot0oke60CLd3LDCdV5Kcu8Y48tV9dNJHquqhxc/+/0xxu+e3fJWV1Vr+T1jjLX8nvPk6nO7xXOkxZlr1GKix9lr1KMWZ06Lx6PFs9OoxUSPs9eoRy3OXKMWk6wwBBpjXEpyafH9i1X1RJI3nPXC4GpapBM90oUW6UKLdKJHutAi3RxrT6CquiXJW5J8cXHo/VX11aq6v6pee43b3FNVe1W1t7+/f6rFwiu0SCd6pAst0oUW6USPdKFFOlh5CFRVr0nyYJIPjjG+n+QPkrwpyW25PNn8vaNuN8a4OMbYGWPsXLhwYQ1LZu60SCd6pAst0oUW6USPdKFFulhpCFRVr87lYD85xvh0kowxnhtj/GiM8XKSjyV569ktEy7TIp3okS60SBdapBM90oUW6WSVvw5WST6e5IkxxkevOH7zFVf7lSSPr395nNQY49DX1Glxms5ji4kep+o89qjFadIiXZzHFhM9TtV57FGL03QeW3zFKn8d7BeT/HqSP6+qryyOfSTJnVV1W5KR5Okkv3EmK4Sf0CKd6JEutEgXWqQTPdKFFmlllb8O9mdJjvp7cZ9b/3Lg2rRIJ3qkCy3ShRbpRI90oUW6OdZfBwMAAABgmgyBAAAAAGbAEAgAAABgBgyBAAAAAGbAEAgAAABgBgyBAAAAAGZg6Z+In4oxxraX0J5ztBnO83LO0eY418s5R5vhPC/nHG2G87ycc7Q5zvVyztFmOM/LnZdz5J1AAAAAADNgCAQAAAAwA4ZAAPD/t3PHrHJUYRjH/y+ilY1RCRKDWqRJJ4hY+AFimlhqlcLSQsEm4HewsxGUpBBtFEyrQbATRUTUoImCqESjWGinwmtxR1luNHcncc6cd8//B8POzhbz3HMe9sLL7kqSJEkDcAgkSZIkSZI0AIdAkiRJkiRJA3AIJEmSJEmSNACHQJIkSZIkSQNwCCRJkiRJkjSAyMx2N4v4CfgGuAv4udmN/z8Vc1fKfF9m3t3iRhtdhFpr9DczL6tZF6H8e2PFzFAr9xrvjZXWZ1PF3JUy28XtVcxdKbP/p7dXMTPUyu1743YqZoZaubfqYtMh0D83jfgwMx9qfuObVDF3xcytVVwjM++mimtUMTPUzd1K1fWpmLti5paqrk/F3BUzt1ZxjSpmhrq5W6m4PhUzQ93c1+PXwSRJkiRJkgbgEEiSJEmSJGkAaw2BXlrpvjerYu6KmVuruEZm3k0V16hiZqibu5Wq61Mxd8XMLVVdn4q5K2ZureIaVcwMdXO3UnF9KmaGurn/0yq/CSRJkiRJkqS2/DqYJEmSJEnSABwCSZIkSZIkDaD5ECgiTkTEFxFxOSLOtL7/NiLilYi4GhGfblw7FBFvR8Sl6fGONTPuFxFHI+LdiPg8Ij6LiGem613nXlOFLoJ9HIFdXI5dnK9CH+3iGCp0EezjCOzicuzifBX6aBf71nQIFBG3AC8CjwHHgScj4njLDFs6C5zYd+0McCEzjwEXpuc9+RN4LjOPA48AT09r23vuVRTqItjHnWYXF2cXZyjUx7PYxZ1WqItgH3eaXVycXZyhUB/PYhe71fqTQA8DlzPz68z8HXgdONU4w4Ey8z3gl32XTwHnpvNzwONNQx0gM69k5kfT+W/AReAInedeUYkugn0cgF1ckF2crUQf7eIQSnQR7OMA7OKC7OJsJfpoF/vWegh0BPh24/l307UKDmfmlen8B+DwmmGuJyLuBx4E3qdQ7sYqdxEK7at9PJBdbMQubqVyH8vsqV3cSuUuQqF9tY8HsouN2MWtVO5jmT3d9S76w9A3IDMTyLVz/JuIuB14A3g2M3/dfK3n3LpxPe+rfRxLz3tqF8fS857axfH0vK/2cSw976ldHEvPezpCF1sPgb4Hjm48v3e6VsGPEXEPwPR4deU814iIW9kr7KuZ+eZ0ufvcK6ncRSiwr/Zxa3ZxYXZxlsp97H5P7eIslbsIBfbVPm7NLi7MLs5SuY/d7+koXWw9BPoAOBYRD0TEbcATwPnGGW7UeeD0dH4aeGvFLNeIiABeBi5m5gsbL3Wde0WVuwid76t9nMUuLsguzla5j13vqV2crXIXofN9tY+z2MUF2cXZKvex6z0dqouZ2fQATgJfAl8Bz7e+/5YZXwOuAH+w9z3Lp4A72fs18EvAO8ChtXPuy/woex9N+wT4eDpO9p575TXrvotTTvu444ddXDSzXZy/Zt330S6OcVTo4pTTPu74YRcXzWwX569Z9320i30fMf3BkiRJkiRJ2mH+MLQkSZIkSdIAHAJJkiRJkiQNwCGQJEmSJEnSABwCSZIkSZIkDcAhkCRJkiRJ0gAcAkmSJEmSJA3AIZAkSZIkSdIA/gLtYQbNCGdMZgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fa8ea90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "read('A')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2174aab90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fill_memory('B')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x21683d450>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x21725cf50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2157fb8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "read('A')\n",
    "read('B')\n",
    "read('8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x215a24390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fill_memory('C')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2158c72d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x216848190>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x216caae50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x2171d8dd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "read('A')\n",
    "read('B')\n",
    "read('C')\n",
    "read('D')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2158c7bd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fill_memory('D')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x215e9d9d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2152723d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11e9eded0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2157e7b10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "read('A')\n",
    "read('B')\n",
    "read('C')\n",
    "read('D')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
